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Convolutional Neural Networks (CNNs) Tutorial with Python

An in-depth tutorial on convolutional neural networks (CNNs) with Python

Last updated, January 8, 2021

Author(s): Saniya Parveez, Roberto Iriondo

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This tutorial’s code is available on Github and its full implementation as well on Google Colab.

Table of Contents

1. Introduction
2. Network Architecture
3. Convolution
4. Convolutional Layers
5. Pooling Layers/Subsampling layers
6. Stride
7. Fully Connected Layer
8. Non-Linear Layers
9. Python Implementation of Convolutional Neural Networks (CNNs)
10. Hyperparameters for CNNs
11. Regularization Methods in CNNs
12. Conclusion